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These books are ranked using the relationships labels extracted for From Beyond.
Relationships labels used: friendship, platonic bond, estranged friends, mentor-visitor dynamic, scientist and narrator, betrayal, dependency
Focused on “lost friendship” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their relationships embeddings are close.
An alien comes to Earth to save his dying people, but human loneliness and self-destruction derail his mission.
Why this is here
Relationships labels: friendship · mentor relationship · scientist relationship · human contact · alienation · isolation · dependence · power imbalance
Semantic match: ranked by relationships
Distance: 0.1038
A sheltered young man in the last habitable enclave on Earth hears a voice that may be real—and may expose everything.
Why this is here
Relationships labels: friendship · companionship · mentor-like guidance · dependency · secret alliance · romance subplot · taboo romance · lost friendship · chosen duo · trust issues
Semantic match: ranked by relationships
Distance: 0.1346
A ghost-hunting girl in a ruined world joins a talking ghost on a descent that could free her—or remake everything.
Why this is here
Relationships labels: platonic bond · friendship arc · uneasy alliance · comradeship · power imbalance · mentor-oppressor dynamic · abusive authority · found friendship · loyalty · betrayal · dependency · search for companion · no romance
Semantic match: ranked by relationships
Distance: 0.1127
A truth-seeking steerswoman chases a dangerous mystery into an archive town and an ever stranger, alien world.
Why this is here
Relationships labels: friendship · mentor-mentee · companion bond · strained alliance · mistrust · separation · order hierarchy · power imbalance · betrayal
Semantic match: ranked by relationships
Distance: 0.1211
A lost Fourth Doctor adventure is reconstructed into a witty race for a dangerous Gallifreyan book and a vanished secret.
Why this is here
Relationships labels: friendship · mentor · romantic subplot · companions · doctor-companion dynamic · power struggle · rivalry · unspoken attraction · community
Semantic match: ranked by relationships
Distance: 0.1314
A skeptical professor follows letters and reports of strange Vermont sightings into a hidden alien mystery with cosmic stakes.
Why this is here
Relationships labels: correspondence · mentor-like exchange · friendship · human-alien contact · mistrust · investigation partnership · power imbalance
Semantic match: ranked by relationships
Distance: 0.1315
Two men on a wilderness research hike spiral into jealousy, fear, and a desperate fight for survival.
Why this is here
Relationships labels: friendship breakdown · rivalry · mentorship · power imbalance · resentment · jealousy · betrayal · male friendship · hostile dependency
Semantic match: ranked by relationships
Distance: 0.1333
A traumatized psychopathy researcher uncovers a cure and is pulled into a deadly conspiracy with Earth and aliens at stake.
Why this is here
Relationships labels: mentor relationship · scientific partnership · romantic subplot · trust issues · allyship · betrayal · power imbalance · pursuit and escape · human-alien conflict
Semantic match: ranked by relationships
Distance: 0.1334
After the world ends, a lone survivor finds a genie and must use three wishes without making things worse.
Why this is here
Relationships labels: found companionship · loneliness · friendship loss · romantic loss · mentor-like banter · adversarial rapport · power imbalance · human-genie dialogue · imaginary friends · parasocial attachment
Semantic match: ranked by relationships
Distance: 0.1334
A gentle gothic retelling of Frankenstein follows a created boy who leaves his castle home to save his friend and learn what makes a person.
Why this is here
Relationships labels: friendship · found family · loyalty · companionship · mentor-creator bond · protector dynamic · allyship · betrayal by guardian figure · pursuit of friend
Semantic match: ranked by relationships
Distance: 0.1335
A paranoid writer and his friend confront an alien-divine signal while an increasingly repressive America turns on its own people.
Why this is here
Relationships labels: male friendship · mentor-like friendship · confidant relationship · state persecution · power imbalance · community resistance · betrayal · collaboration · friend as witness
Semantic match: ranked by relationships
Distance: 0.1340
Two girls roam a ruined, near-empty world by motorbike, scavenging to survive and finding small joys in the wasteland.
Why this is here
Relationships labels: friendship · companionship · platonic bond · sister-like bond · traveling companions · protective pair · interdependence · tension between companions
Semantic match: ranked by relationships
Distance: 0.1345
